{"id":"W4323661261","doi":"10.33137/ic.v12i.40488","title":"Dedication","year":2023,"lang":"en","type":"article","venue":"Italian Canadiana","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001599933,0.00007418243,0.00006560657,0.0003353183,0.00008195512,0.00003087611,0.0001654766,0.00004331021,0.000645958],"category_scores_gemma":[0.0001094209,0.00008630223,0.00003115122,0.001187001,0.00004294445,0.0001043538,0.00001153661,0.00005435767,0.09205075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003105077,"about_ca_system_score_gemma":0.0002217653,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02881028,"about_ca_topic_score_gemma":0.1687318,"domain_scores_codex":[0.9991507,0.00001930867,0.0001021427,0.0001759213,0.0001846821,0.0003672539],"domain_scores_gemma":[0.9992519,0.00001781497,0.00002889952,0.0002916464,0.00003185318,0.0003778742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001045256,0.000002585268,0.002914757,0.000004034034,0.0000123333,0.00008240304,0.0001642757,0.00001902902,0.0005439007,0.004847056,0.9850243,0.006384285],"study_design_scores_gemma":[0.0001422583,0.000009890595,0.1092154,0.000009148394,0.00000985211,0.00000746686,0.0001221008,0.0009404535,0.0002287248,0.001185204,0.8879594,0.000170188],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7698221,0.0001817319,0.00001942919,0.01081878,0.0009762135,0.0004306876,0.0008975046,0.00185822,0.2149954],"genre_scores_gemma":[0.9884079,0.000001647089,0.00005626167,0.0004453207,0.0001379446,0.00002230685,0.0001850411,0.00005772148,0.0106859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2185858,"threshold_uncertainty_score":0.977657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0237107381689535,"score_gpt":0.2649816333781312,"score_spread":0.2412708952091777,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}